Upload 6 files

config.yaml

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+wandb_version: 1
+
+_wandb:
+  desc: null
+  value:
+    python_version: 3.10.13
+    cli_version: 0.16.6
+    framework: huggingface
+    huggingface_version: 4.36.2
+    is_jupyter_run: true
+    is_kaggle_kernel: true
+    start_time: 1714404677.0
+    t:
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+      3:
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+      4: 3.10.13
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+      6: 4.36.2
+      8:
+      - 1
+      - 2
+      - 5
+      9:
+        1: transformers_trainer
+      13: linux-x86_64
+    m:
+    - 1: train/global_step
+      6:
+      - 3
+    - 1: train/loss
+      5: 1
+      6:
+      - 1
+    - 1: train/learning_rate
+      5: 1
+      6:
+      - 1
+    - 1: train/epoch
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+      6:
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+    - 1: eval/loss
+      5: 1
+      6:
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+    - 1: eval/runtime
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+      5: 1
+      6:
+      - 1
+    - 1: eval/steps_per_second
+      5: 1
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+      - 1
+vocab_size:
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+  value: 32064
+hidden_size:
+  desc: null
+  value: 3072
+intermediate_size:
+  desc: null
+  value: 8192
+num_hidden_layers:
+  desc: null
+  value: 32
+num_attention_heads:
+  desc: null
+  value: 32
+num_key_value_heads:
+  desc: null
+  value: 32
+resid_pdrop:
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+  value: 0.0
+embd_pdrop:
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+  value: 0.0
+attention_dropout:
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+  value: 0.0
+hidden_act:
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+  value: silu
+max_position_embeddings:
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+  value: 4096
+original_max_position_embeddings:
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+  value: 4096
+initializer_range:
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+  value: 0.02
+rms_norm_eps:
+  desc: null
+  value: 1.0e-05
+use_cache:
+  desc: null
+  value: false
+rope_theta:
+  desc: null
+  value: 10000.0
+rope_scaling:
+  desc: null
+  value: null
+sliding_window:
+  desc: null
+  value: 2047
+return_dict:
+  desc: null
+  value: true
+output_hidden_states:
+  desc: null
+  value: false
+output_attentions:
+  desc: null
+  value: false
+torchscript:
+  desc: null
+  value: false
+torch_dtype:
+  desc: null
+  value: bfloat16
+use_bfloat16:
+  desc: null
+  value: false
+tf_legacy_loss:
+  desc: null
+  value: false
+pruned_heads:
+  desc: null
+  value: {}
+tie_word_embeddings:
+  desc: null
+  value: false
+is_encoder_decoder:
+  desc: null
+  value: false
+is_decoder:
+  desc: null
+  value: false
+cross_attention_hidden_size:
+  desc: null
+  value: null
+add_cross_attention:
+  desc: null
+  value: false
+tie_encoder_decoder:
+  desc: null
+  value: false
+max_length:
+  desc: null
+  value: 20
+min_length:
+  desc: null
+  value: 0
+do_sample:
+  desc: null
+  value: false
+early_stopping:
+  desc: null
+  value: false
+num_beams:
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+  value: 1
+num_beam_groups:
+  desc: null
+  value: 1
+diversity_penalty:
+  desc: null
+  value: 0.0
+temperature:
+  desc: null
+  value: 1.0
+top_k:
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+  value: 50
+top_p:
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+  value: 1.0
+typical_p:
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+  value: 1.0
+repetition_penalty:
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+  value: 1.0
+length_penalty:
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+  value: 1.0
+no_repeat_ngram_size:
+  desc: null
+  value: 0
+encoder_no_repeat_ngram_size:
+  desc: null
+  value: 0
+bad_words_ids:
+  desc: null
+  value: null
+num_return_sequences:
+  desc: null
+  value: 1
+chunk_size_feed_forward:
+  desc: null
+  value: 0
+output_scores:
+  desc: null
+  value: false
+return_dict_in_generate:
+  desc: null
+  value: false
+forced_bos_token_id:
+  desc: null
+  value: null
+forced_eos_token_id:
+  desc: null
+  value: null
+remove_invalid_values:
+  desc: null
+  value: false
+exponential_decay_length_penalty:
+  desc: null
+  value: null
+suppress_tokens:
+  desc: null
+  value: null
+begin_suppress_tokens:
+  desc: null
+  value: null
+architectures:
+  desc: null
+  value:
+  - Phi3ForCausalLM
+finetuning_task:
+  desc: null
+  value: null
+id2label:
+  desc: null
+  value:
+    '0': LABEL_0
+    '1': LABEL_1
+label2id:
+  desc: null
+  value:
+    LABEL_0: 0
+    LABEL_1: 1
+tokenizer_class:
+  desc: null
+  value: null
+prefix:
+  desc: null
+  value: null
+bos_token_id:
+  desc: null
+  value: 1
+pad_token_id:
+  desc: null
+  value: 32000
+eos_token_id:
+  desc: null
+  value: 32000
+sep_token_id:
+  desc: null
+  value: null
+decoder_start_token_id:
+  desc: null
+  value: null
+task_specific_params:
+  desc: null
+  value: null
+problem_type:
+  desc: null
+  value: null
+_name_or_path:
+  desc: null
+  value: microsoft/Phi-3-mini-4k-instruct
+transformers_version:
+  desc: null
+  value: 4.36.2
+auto_map:
+  desc: null
+  value:
+    AutoConfig: microsoft/Phi-3-mini-4k-instruct--configuration_phi3.Phi3Config
+    AutoModelForCausalLM: microsoft/Phi-3-mini-4k-instruct--modeling_phi3.Phi3ForCausalLM
+model_type:
+  desc: null
+  value: phi3
+quantization_config:
+  desc: null
+  value:
+    quant_method: QuantizationMethod.BITS_AND_BYTES
+    load_in_8bit: false
+    load_in_4bit: true
+    llm_int8_threshold: 6.0
+    llm_int8_skip_modules: null
+    llm_int8_enable_fp32_cpu_offload: true
+    llm_int8_has_fp16_weight: false
+    bnb_4bit_quant_type: nf4
+    bnb_4bit_use_double_quant: true
+    bnb_4bit_compute_dtype: bfloat16
+output_dir:
+  desc: null
+  value: /kaggle/working/trainer/
+overwrite_output_dir:
+  desc: null
+  value: false
+do_train:
+  desc: null
+  value: false
+do_eval:
+  desc: null
+  value: true
+do_predict:
+  desc: null
+  value: false
+evaluation_strategy:
+  desc: null
+  value: epoch
+prediction_loss_only:
+  desc: null
+  value: false
+per_device_train_batch_size:
+  desc: null
+  value: 2
+per_device_eval_batch_size:
+  desc: null
+  value: 2
+per_gpu_train_batch_size:
+  desc: null
+  value: null
+per_gpu_eval_batch_size:
+  desc: null
+  value: null
+gradient_accumulation_steps:
+  desc: null
+  value: 4
+eval_accumulation_steps:
+  desc: null
+  value: null
+eval_delay:
+  desc: null
+  value: 0
+learning_rate:
+  desc: null
+  value: 5.0e-05
+weight_decay:
+  desc: null
+  value: 0.01
+adam_beta1:
+  desc: null
+  value: 0.9
+adam_beta2:
+  desc: null
+  value: 0.999
+adam_epsilon:
+  desc: null
+  value: 1.0e-08
+max_grad_norm:
+  desc: null
+  value: 1.0
+num_train_epochs:
+  desc: null
+  value: 18
+max_steps:
+  desc: null
+  value: -1
+lr_scheduler_type:
+  desc: null
+  value: linear
+lr_scheduler_kwargs:
+  desc: null
+  value: {}
+warmup_ratio:
+  desc: null
+  value: 0.0
+warmup_steps:
+  desc: null
+  value: 50
+log_level:
+  desc: null
+  value: passive
+log_level_replica:
+  desc: null
+  value: warning
+log_on_each_node:
+  desc: null
+  value: true
+logging_dir:
+  desc: null
+  value: /kaggle/working/logs
+logging_strategy:
+  desc: null
+  value: epoch
+logging_first_step:
+  desc: null
+  value: false
+logging_steps:
+  desc: null
+  value: 500
+logging_nan_inf_filter:
+  desc: null
+  value: true
+save_strategy:
+  desc: null
+  value: epoch
+save_steps:
+  desc: null
+  value: 500
+save_total_limit:
+  desc: null
+  value: 5
+save_safetensors:
+  desc: null
+  value: true
+save_on_each_node:
+  desc: null
+  value: false
+save_only_model:
+  desc: null
+  value: false
+no_cuda:
+  desc: null
+  value: false
+use_cpu:
+  desc: null
+  value: false
+use_mps_device:
+  desc: null
+  value: false
+seed:
+  desc: null
+  value: 42
+data_seed:
+  desc: null
+  value: null
+jit_mode_eval:
+  desc: null
+  value: false
+use_ipex:
+  desc: null
+  value: false
+bf16:
+  desc: null
+  value: false
+fp16:
+  desc: null
+  value: true
+fp16_opt_level:
+  desc: null
+  value: O1
+half_precision_backend:
+  desc: null
+  value: auto
+bf16_full_eval:
+  desc: null
+  value: false
+fp16_full_eval:
+  desc: null
+  value: false
+tf32:
+  desc: null
+  value: null
+local_rank:
+  desc: null
+  value: 0
+ddp_backend:
+  desc: null
+  value: null
+tpu_num_cores:
+  desc: null
+  value: null
+tpu_metrics_debug:
+  desc: null
+  value: false
+debug:
+  desc: null
+  value: []
+dataloader_drop_last:
+  desc: null
+  value: false
+eval_steps:
+  desc: null
+  value: null
+dataloader_num_workers:
+  desc: null
+  value: 0
+past_index:
+  desc: null
+  value: -1
+run_name:
+  desc: null
+  value: model_1_5epochs
+disable_tqdm:
+  desc: null
+  value: false
+remove_unused_columns:
+  desc: null
+  value: true
+label_names:
+  desc: null
+  value: null
+load_best_model_at_end:
+  desc: null
+  value: true
+metric_for_best_model:
+  desc: null
+  value: loss
+greater_is_better:
+  desc: null
+  value: false
+ignore_data_skip:
+  desc: null
+  value: false
+fsdp:
+  desc: null
+  value: []
+fsdp_min_num_params:
+  desc: null
+  value: 0
+fsdp_config:
+  desc: null
+  value:
+    min_num_params: 0
+    xla: false
+    xla_fsdp_grad_ckpt: false
+fsdp_transformer_layer_cls_to_wrap:
+  desc: null
+  value: null
+deepspeed:
+  desc: null
+  value: null
+label_smoothing_factor:
+  desc: null
+  value: 0.0
+optim:
+  desc: null
+  value: paged_adamw_8bit
+optim_args:
+  desc: null
+  value: null
+adafactor:
+  desc: null
+  value: false
+group_by_length:
+  desc: null
+  value: false
+length_column_name:
+  desc: null
+  value: length
+report_to:
+  desc: null
+  value:
+  - wandb
+ddp_find_unused_parameters:
+  desc: null
+  value: null
+ddp_bucket_cap_mb:
+  desc: null
+  value: null
+ddp_broadcast_buffers:
+  desc: null
+  value: null
+dataloader_pin_memory:
+  desc: null
+  value: true
+dataloader_persistent_workers:
+  desc: null
+  value: false
+skip_memory_metrics:
+  desc: null
+  value: true
+use_legacy_prediction_loop:
+  desc: null
+  value: false
+push_to_hub:
+  desc: null
+  value: false
+resume_from_checkpoint:
+  desc: null
+  value: null
+hub_model_id:
+  desc: null
+  value: null
+hub_strategy:
+  desc: null
+  value: every_save
+hub_token:
+  desc: null
+  value: <HUB_TOKEN>
+hub_private_repo:
+  desc: null
+  value: false
+hub_always_push:
+  desc: null
+  value: false
+gradient_checkpointing:
+  desc: null
+  value: true
+gradient_checkpointing_kwargs:
+  desc: null
+  value:
+    use_reentrant: false
+include_inputs_for_metrics:
+  desc: null
+  value: false
+fp16_backend:
+  desc: null
+  value: auto
+push_to_hub_model_id:
+  desc: null
+  value: null
+push_to_hub_organization:
+  desc: null
+  value: null
+push_to_hub_token:
+  desc: null
+  value: <PUSH_TO_HUB_TOKEN>
+mp_parameters:
+  desc: null
+  value: ''
+auto_find_batch_size:
+  desc: null
+  value: false
+full_determinism:
+  desc: null
+  value: false
+torchdynamo:
+  desc: null
+  value: null
+ray_scope:
+  desc: null
+  value: last
+ddp_timeout:
+  desc: null
+  value: 1800
+torch_compile:
+  desc: null
+  value: false
+torch_compile_backend:
+  desc: null
+  value: null
+torch_compile_mode:
+  desc: null
+  value: null
+dispatch_batches:
+  desc: null
+  value: null
+split_batches:
+  desc: null
+  value: false
+include_tokens_per_second:
+  desc: null
+  value: false
+include_num_input_tokens_seen:
+  desc: null
+  value: false
+neftune_noise_alpha:
+  desc: null
+  value: null

output.log

@@ -0,0 +1,60 @@
+huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
+To disable this warning, you can either:
+	- Avoid using `tokenizers` before the fork if possible
+	- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
+Token has not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.
+Token is valid (permission: write).
+Your token has been saved to /root/.cache/huggingface/token
+Login successful
+huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
+To disable this warning, you can either:
+	- Avoid using `tokenizers` before the fork if possible
+	- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
+  adding: kaggle/working/ (stored 0%)
+  adding: kaggle/working/trainer/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-1652/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-1652/README.md (deflated 66%)
+  adding: kaggle/working/trainer/checkpoint-1652/rng_state.pth (deflated 25%)
+  adding: kaggle/working/trainer/checkpoint-1652/trainer_state.json (deflated 79%)
+  adding: kaggle/working/trainer/checkpoint-1652/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-1652/optimizer.pt (deflated 18%)
+  adding: kaggle/working/trainer/checkpoint-1652/training_args.bin (deflated 51%)
+  adding: kaggle/working/trainer/checkpoint-1652/adapter_model.safetensors (deflated 7%)
+  adding: kaggle/working/trainer/checkpoint-1652/scheduler.pt (deflated 56%)
+  adding: kaggle/working/trainer/checkpoint-1416/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-1416/README.md (deflated 66%)
+  adding: kaggle/working/trainer/checkpoint-1416/rng_state.pth (deflated 25%)
+  adding: kaggle/working/trainer/checkpoint-1416/trainer_state.json (deflated 79%)
+  adding: kaggle/working/trainer/checkpoint-1416/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-1416/optimizer.pt (deflated 17%)
+  adding: kaggle/working/trainer/checkpoint-1416/training_args.bin (deflated 51%)
+  adding: kaggle/working/trainer/checkpoint-1416/adapter_model.safetensors (deflated 7%)
+  adding: kaggle/working/trainer/checkpoint-1416/scheduler.pt (deflated 55%)
+  adding: kaggle/working/trainer/README.md (deflated 47%)
+  adding: kaggle/working/trainer/checkpoint-1534/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-1534/README.md (deflated 66%)
+  adding: kaggle/working/trainer/checkpoint-1534/rng_state.pth (deflated 25%)
+  adding: kaggle/working/trainer/checkpoint-1534/trainer_state.json (deflated 79%)
+  adding: kaggle/working/trainer/checkpoint-1534/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-1534/optimizer.pt (deflated 17%)
+  adding: kaggle/working/trainer/checkpoint-1534/training_args.bin (deflated 51%)
+  adding: kaggle/working/trainer/checkpoint-1534/adapter_model.safetensors (deflated 7%)
+  adding: kaggle/working/trainer/checkpoint-1534/scheduler.pt (deflated 55%)
+  adding: kaggle/working/trainer/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-590/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-590/README.md (deflated 66%)
+  adding: kaggle/working/trainer/checkpoint-590/rng_state.pth (deflated 25%)
+  adding: kaggle/working/trainer/checkpoint-590/trainer_state.json (deflated 72%)
+  adding: kaggle/working/trainer/checkpoint-590/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-590/optimizer.pt (deflated 17%)
+  adding: kaggle/working/trainer/checkpoint-590/training_args.bin (deflated 51%)
+  adding: kaggle/working/trainer/checkpoint-590/adapter_model.safetensors (deflated 7%)
+  adding: kaggle/working/trainer/checkpoint-590/scheduler.pt (deflated 56%)
+  adding: kaggle/working/trainer/training_args.bin (deflated 51%)
+  adding: kaggle/working/trainer/checkpoint-1770/ (stored 0%)
+  adding: kaggle/working/trainer/checkpoint-1770/README.md (deflated 66%)
+  adding: kaggle/working/trainer/checkpoint-1770/rng_state.pth (deflated 25%)
+  adding: kaggle/working/trainer/checkpoint-1770/trainer_state.json (deflated 80%)
+  adding: kaggle/working/trainer/checkpoint-1770/adapter_config.json (deflated 52%)
+  adding: kaggle/working/trainer/checkpoint-1770/optimizer.pt (deflated 17%)
+  adding: kaggle/working/trainer/checkpoint-1770/training_args.bin (deflated 51%)

requirements.txt

@@ -0,0 +1,862 @@
+Babel==2.14.0
+Boruta==0.3
+Brotli==1.0.9
+CVXcanon==0.1.2
+Cartopy==0.23.0
+Cython==3.0.8
+Deprecated==1.2.14
+Farama-Notifications==0.0.4
+Flask==3.0.3
+Geohash==1.0
+GitPython==3.1.41
+ImageHash==4.3.1
+Janome==0.5.0
+Jinja2==3.1.2
+LunarCalendar==0.0.9
+Mako==1.3.3
+Markdown==3.5.2
+MarkupSafe==2.1.3
+MarkupSafe==2.1.5
+Pillow==9.5.0
+PuLP==2.8.0
+PyArabic==0.6.15
+PyJWT==2.8.0
+PyMeeus==0.5.12
+PySocks==1.7.1
+PyUpSet==0.1.1.post7
+PyWavelets==1.5.0
+PyYAML==6.0.1
+Pygments==2.17.2
+Pympler==1.0.1
+QtPy==2.4.1
+Rtree==1.2.0
+SQLAlchemy==2.0.25
+SecretStorage==3.3.3
+Send2Trash==1.8.2
+Shapely==1.8.5.post1
+Shimmy==1.3.0
+SimpleITK==2.3.1
+TPOT==0.12.1
+Theano-PyMC==1.1.2
+Theano==1.0.5
+Wand==0.6.13
+Werkzeug==3.0.2
+absl-py==1.4.0
+accelerate==0.25.0
+access==1.1.9
+affine==2.4.0
+aiobotocore==2.12.3
+aiofiles==22.1.0
+aiohttp-cors==0.7.0
+aiohttp==3.9.1
+aioitertools==0.11.0
+aiorwlock==1.3.0
+aiosignal==1.3.1
+aiosqlite==0.19.0
+albumentations==1.4.0
+alembic==1.13.1
+altair==5.3.0
+annotated-types==0.6.0
+annoy==1.17.3
+anyio==4.2.0
+apache-beam==2.46.0
+aplus==0.11.0
+appdirs==1.4.4
+archspec==0.2.3
+argon2-cffi-bindings==21.2.0
+argon2-cffi==23.1.0
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wandb-metadata.json

@@ -0,0 +1,66 @@
+{
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+    "python": "3.10.13",
+    "heartbeatAt": "2024-04-29T15:31:18.145699",
+    "startedAt": "2024-04-29T15:31:17.258763",
+    "docker": null,
+    "cuda": null,
+    "args": [],
+    "state": "running",
+    "program": "kaggle.ipynb",
+    "codePathLocal": null,
+    "root": "/kaggle/working",
+    "host": "521511c36b08",
+    "username": "root",
+    "executable": "/opt/conda/bin/python3.10",
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+    "disk": {
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+    "gpu": "Tesla T4",
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+    "gpu_devices": [
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+            "memory_total": 16106127360
+        },
+        {
+            "name": "Tesla T4",
+            "memory_total": 16106127360
+        }
+    ],
+    "memory": {
+        "total": 31.35755157470703
+    }
+}

wandb-summary.json

@@ -0,0 +1 @@
+{"train/loss": 0.1966, "train/learning_rate": 8.823529411764707e-06, "train/epoch": 15.0, "train/global_step": 1770, "_timestamp": 1714439494.6498303, "_runtime": 34817.382127285004, "_step": 29, "eval/loss": 0.21671946346759796, "eval/runtime": 19.7256, "eval/samples_per_second": 1.318, "eval/steps_per_second": 0.659}